{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析ipynb文档\n",
    "## 项目介绍\n",
    "* 项目人：胡佩琪\n",
    "* 数据源：[软科数据](https://www.shanghairanking.cn/rankings/bcur/202111)—2021中国大学排名\n",
    "* 时间：2021.6.30\n",
    "* 目标：对我国大学排名和分布情况进行研究并可视化展现分析结果\n",
    "<br/>\n",
    "<br/>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模块导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts.charts import Map\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "import pandas as pd\n",
    "from flask import Flask, render_template, request\n",
    "import pandas as pd\n",
    "import cufflinks as cf\n",
    "import plotly as py\n",
    "import plotly.graph_objs as go\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取与清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
       "      <th>国际竞争力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>清华大学</td>\n",
       "      <td>Tsinghua University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>969.2</td>\n",
       "      <td>37.9</td>\n",
       "      <td>74.3</td>\n",
       "      <td>39.4</td>\n",
       "      <td>48.7</td>\n",
       "      <td>343.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>90.8</td>\n",
       "      <td>129.1</td>\n",
       "      <td>80.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>北京大学</td>\n",
       "      <td>Peking University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>855.3</td>\n",
       "      <td>36.1</td>\n",
       "      <td>72.9</td>\n",
       "      <td>25.9</td>\n",
       "      <td>49.2</td>\n",
       "      <td>315.7</td>\n",
       "      <td>88.0</td>\n",
       "      <td>12.8</td>\n",
       "      <td>92.6</td>\n",
       "      <td>102.9</td>\n",
       "      <td>59.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙江大学</td>\n",
       "      <td>Zhejiang University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>综合</td>\n",
       "      <td>768.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>65.4</td>\n",
       "      <td>21.8</td>\n",
       "      <td>47.7</td>\n",
       "      <td>285.7</td>\n",
       "      <td>91.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>67.7</td>\n",
       "      <td>79.4</td>\n",
       "      <td>42.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>上海交通大学</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>上海</td>\n",
       "      <td>综合</td>\n",
       "      <td>723.4</td>\n",
       "      <td>35.5</td>\n",
       "      <td>53.1</td>\n",
       "      <td>21.6</td>\n",
       "      <td>44.9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>98.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>65.1</td>\n",
       "      <td>86.8</td>\n",
       "      <td>39.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>南京大学</td>\n",
       "      <td>Nanjing University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>654.8</td>\n",
       "      <td>35.1</td>\n",
       "      <td>47.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>48.1</td>\n",
       "      <td>272.0</td>\n",
       "      <td>72.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.2</td>\n",
       "      <td>72.0</td>\n",
       "      <td>30.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>578</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>河套学院</td>\n",
       "      <td>Hetao University</td>\n",
       "      <td>内蒙古</td>\n",
       "      <td>综合</td>\n",
       "      <td>64.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>579</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>亳州学院</td>\n",
       "      <td>Bozhou University</td>\n",
       "      <td>安徽</td>\n",
       "      <td>师范</td>\n",
       "      <td>63.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>580</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>豫章师范学院</td>\n",
       "      <td>Yuzhang Normal University</td>\n",
       "      <td>江西</td>\n",
       "      <td>师范</td>\n",
       "      <td>62.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>581</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>山西工程技术学院</td>\n",
       "      <td>Shanxi Institute of Technology</td>\n",
       "      <td>山西</td>\n",
       "      <td>理工</td>\n",
       "      <td>61.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>582</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>太原学院</td>\n",
       "      <td>Taiyuan University</td>\n",
       "      <td>山西</td>\n",
       "      <td>理工</td>\n",
       "      <td>58.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>582 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名   升/降      学校名称                            英文名称   省市  类型     总分  \\\n",
       "0      1   0.0      清华大学             Tsinghua University   北京  综合  969.2   \n",
       "1      2   0.0      北京大学               Peking University   北京  综合  855.3   \n",
       "2      3   0.0      浙江大学             Zhejiang University   浙江  综合  768.7   \n",
       "3      4   0.0    上海交通大学   Shanghai Jiao Tong University   上海  综合  723.4   \n",
       "4      5   0.0      南京大学              Nanjing University   江苏  综合  654.8   \n",
       "..   ...   ...       ...                             ...  ...  ..    ...   \n",
       "577  578 -25.0      河套学院                Hetao University  内蒙古  综合   64.1   \n",
       "578  579 -13.0      亳州学院               Bozhou University   安徽  师范   63.6   \n",
       "579  580 -38.0    豫章师范学院       Yuzhang Normal University   江西  师范   62.1   \n",
       "580  581 -20.0  山西工程技术学院  Shanxi Institute of Technology   山西  理工   61.9   \n",
       "581  582 -17.0      太原学院              Taiyuan University   山西  理工   58.2   \n",
       "\n",
       "     办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  重大项目与成果  国际竞争力  \n",
       "0    37.9  74.3  39.4     48.7  343.0  88.0  37.9  90.8    129.1   80.1  \n",
       "1    36.1  72.9  25.9     49.2  315.7  88.0  12.8  92.6    102.9   59.2  \n",
       "2    34.3  65.4  21.8     47.7  285.7  91.4  32.2  67.7     79.4   42.9  \n",
       "3    35.5  53.1  21.6     44.9  260.0  98.2  18.8  65.1     86.8   39.2  \n",
       "4    35.1  47.9  10.8     48.1  272.0  72.4   4.9  61.2     72.0   30.4  \n",
       "..    ...   ...   ...      ...    ...   ...   ...   ...      ...    ...  \n",
       "577   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN      NaN    NaN  \n",
       "578   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN      NaN    NaN  \n",
       "579   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN      NaN    NaN  \n",
       "580   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN      NaN    NaN  \n",
       "581   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN      NaN    NaN  \n",
       "\n",
       "[582 rows x 17 columns]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读csv文件\n",
    "df = pd.read_csv('C:/Users/喜东东/Desktop/daxue/中国大学综合排名2021.csv', encoding='gb2312')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 582 entries, 0 to 581\n",
      "Data columns (total 17 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   排名       582 non-null    int64  \n",
      " 1   升/降      566 non-null    float64\n",
      " 2   学校名称     582 non-null    object \n",
      " 3   英文名称     582 non-null    object \n",
      " 4   省市       582 non-null    object \n",
      " 5   类型       582 non-null    object \n",
      " 6   总分       582 non-null    float64\n",
      " 7   办学层次     100 non-null    float64\n",
      " 8   学科水平     100 non-null    float64\n",
      " 9   办学资源     100 non-null    float64\n",
      " 10  师资规模与结构  100 non-null    float64\n",
      " 11  人才培养     100 non-null    float64\n",
      " 12  科学研究     100 non-null    float64\n",
      " 13  服务社会     100 non-null    float64\n",
      " 14  学术人才     100 non-null    float64\n",
      " 15  重大项目与成果  100 non-null    float64\n",
      " 16  国际竞争力    100 non-null    float64\n",
      "dtypes: float64(12), int64(1), object(4)\n",
      "memory usage: 77.4+ KB\n"
     ]
    }
   ],
   "source": [
    "## 查看数据类型\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "排名           0\n",
       "升/降         16\n",
       "学校名称         0\n",
       "英文名称         0\n",
       "省市           0\n",
       "类型           0\n",
       "总分           0\n",
       "办学层次       482\n",
       "学科水平       482\n",
       "办学资源       482\n",
       "师资规模与结构    482\n",
       "人才培养       482\n",
       "科学研究       482\n",
       "服务社会       482\n",
       "学术人才       482\n",
       "重大项目与成果    482\n",
       "国际竞争力      482\n",
       "dtype: int64"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 查看表格缺失数据\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>清华大学</td>\n",
       "      <td>Tsinghua University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>969.2</td>\n",
       "      <td>37.9</td>\n",
       "      <td>74.3</td>\n",
       "      <td>39.4</td>\n",
       "      <td>48.7</td>\n",
       "      <td>343.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>90.8</td>\n",
       "      <td>129.1</td>\n",
       "      <td>80.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>北京大学</td>\n",
       "      <td>Peking University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>855.3</td>\n",
       "      <td>36.1</td>\n",
       "      <td>72.9</td>\n",
       "      <td>25.9</td>\n",
       "      <td>49.2</td>\n",
       "      <td>315.7</td>\n",
       "      <td>88.0</td>\n",
       "      <td>12.8</td>\n",
       "      <td>92.6</td>\n",
       "      <td>102.9</td>\n",
       "      <td>59.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙江大学</td>\n",
       "      <td>Zhejiang University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>综合</td>\n",
       "      <td>768.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>65.4</td>\n",
       "      <td>21.8</td>\n",
       "      <td>47.7</td>\n",
       "      <td>285.7</td>\n",
       "      <td>91.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>67.7</td>\n",
       "      <td>79.4</td>\n",
       "      <td>42.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>上海交通大学</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>上海</td>\n",
       "      <td>综合</td>\n",
       "      <td>723.4</td>\n",
       "      <td>35.5</td>\n",
       "      <td>53.1</td>\n",
       "      <td>21.6</td>\n",
       "      <td>44.9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>98.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>65.1</td>\n",
       "      <td>86.8</td>\n",
       "      <td>39.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>南京大学</td>\n",
       "      <td>Nanjing University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>654.8</td>\n",
       "      <td>35.1</td>\n",
       "      <td>47.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>48.1</td>\n",
       "      <td>272.0</td>\n",
       "      <td>72.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.2</td>\n",
       "      <td>72.0</td>\n",
       "      <td>30.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>578</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>河套学院</td>\n",
       "      <td>Hetao University</td>\n",
       "      <td>内蒙古</td>\n",
       "      <td>综合</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>579</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>亳州学院</td>\n",
       "      <td>Bozhou University</td>\n",
       "      <td>安徽</td>\n",
       "      <td>师范</td>\n",
       "      <td>63.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>580</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>豫章师范学院</td>\n",
       "      <td>Yuzhang Normal University</td>\n",
       "      <td>江西</td>\n",
       "      <td>师范</td>\n",
       "      <td>62.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>581</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>山西工程技术学院</td>\n",
       "      <td>Shanxi Institute of Technology</td>\n",
       "      <td>山西</td>\n",
       "      <td>理工</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>582</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>太原学院</td>\n",
       "      <td>Taiyuan University</td>\n",
       "      <td>山西</td>\n",
       "      <td>理工</td>\n",
       "      <td>58.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>582 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名   升/降      学校名称                            英文名称   省市  类型     总分  \\\n",
       "0      1   0.0      清华大学             Tsinghua University   北京  综合  969.2   \n",
       "1      2   0.0      北京大学               Peking University   北京  综合  855.3   \n",
       "2      3   0.0      浙江大学             Zhejiang University   浙江  综合  768.7   \n",
       "3      4   0.0    上海交通大学   Shanghai Jiao Tong University   上海  综合  723.4   \n",
       "4      5   0.0      南京大学              Nanjing University   江苏  综合  654.8   \n",
       "..   ...   ...       ...                             ...  ...  ..    ...   \n",
       "577  578 -25.0      河套学院                Hetao University  内蒙古  综合   64.1   \n",
       "578  579 -13.0      亳州学院               Bozhou University   安徽  师范   63.6   \n",
       "579  580 -38.0    豫章师范学院       Yuzhang Normal University   江西  师范   62.1   \n",
       "580  581 -20.0  山西工程技术学院  Shanxi Institute of Technology   山西  理工   61.9   \n",
       "581  582 -17.0      太原学院              Taiyuan University   山西  理工   58.2   \n",
       "\n",
       "     办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  重大项目与成果  国际竞争力  \n",
       "0    37.9  74.3  39.4     48.7  343.0  88.0  37.9  90.8    129.1   80.1  \n",
       "1    36.1  72.9  25.9     49.2  315.7  88.0  12.8  92.6    102.9   59.2  \n",
       "2    34.3  65.4  21.8     47.7  285.7  91.4  32.2  67.7     79.4   42.9  \n",
       "3    35.5  53.1  21.6     44.9  260.0  98.2  18.8  65.1     86.8   39.2  \n",
       "4    35.1  47.9  10.8     48.1  272.0  72.4   4.9  61.2     72.0   30.4  \n",
       "..    ...   ...   ...      ...    ...   ...   ...   ...      ...    ...  \n",
       "577   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "578   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "579   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "580   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "581   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "\n",
       "[582 rows x 17 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 将全部缺失的数据填充为0\n",
    "df.fillna(0, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各类型院校分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['综合', '理工', '师范', '农业', '林业'], dtype=object)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"类型\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 综合类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
       "      <th>国际竞争力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>清华大学</td>\n",
       "      <td>Tsinghua University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>969.2</td>\n",
       "      <td>37.9</td>\n",
       "      <td>74.3</td>\n",
       "      <td>39.4</td>\n",
       "      <td>48.7</td>\n",
       "      <td>343.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>90.8</td>\n",
       "      <td>129.1</td>\n",
       "      <td>80.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>北京大学</td>\n",
       "      <td>Peking University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>855.3</td>\n",
       "      <td>36.1</td>\n",
       "      <td>72.9</td>\n",
       "      <td>25.9</td>\n",
       "      <td>49.2</td>\n",
       "      <td>315.7</td>\n",
       "      <td>88.0</td>\n",
       "      <td>12.8</td>\n",
       "      <td>92.6</td>\n",
       "      <td>102.9</td>\n",
       "      <td>59.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙江大学</td>\n",
       "      <td>Zhejiang University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>综合</td>\n",
       "      <td>768.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>65.4</td>\n",
       "      <td>21.8</td>\n",
       "      <td>47.7</td>\n",
       "      <td>285.7</td>\n",
       "      <td>91.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>67.7</td>\n",
       "      <td>79.4</td>\n",
       "      <td>42.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>上海交通大学</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>上海</td>\n",
       "      <td>综合</td>\n",
       "      <td>723.4</td>\n",
       "      <td>35.5</td>\n",
       "      <td>53.1</td>\n",
       "      <td>21.6</td>\n",
       "      <td>44.9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>98.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>65.1</td>\n",
       "      <td>86.8</td>\n",
       "      <td>39.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>南京大学</td>\n",
       "      <td>Nanjing University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>654.8</td>\n",
       "      <td>35.1</td>\n",
       "      <td>47.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>48.1</td>\n",
       "      <td>272.0</td>\n",
       "      <td>72.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.2</td>\n",
       "      <td>72.0</td>\n",
       "      <td>30.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>566</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>新疆理工学院</td>\n",
       "      <td>Xinjiang Institute of Technology</td>\n",
       "      <td>新疆</td>\n",
       "      <td>综合</td>\n",
       "      <td>71.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>573</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>鄂尔多斯应用技术学院</td>\n",
       "      <td>Ordos Institute of Technology</td>\n",
       "      <td>内蒙古</td>\n",
       "      <td>综合</td>\n",
       "      <td>69.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>575</td>\n",
       "      <td>0.0</td>\n",
       "      <td>新疆政法学院</td>\n",
       "      <td>College of Science &amp; Technology Shihezi Univer...</td>\n",
       "      <td>新疆</td>\n",
       "      <td>综合</td>\n",
       "      <td>66.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>576</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>山西能源学院</td>\n",
       "      <td>Shanxi Institute of Energy</td>\n",
       "      <td>山西</td>\n",
       "      <td>综合</td>\n",
       "      <td>64.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>578</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>河套学院</td>\n",
       "      <td>Hetao University</td>\n",
       "      <td>内蒙古</td>\n",
       "      <td>综合</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>172 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名   升/降        学校名称                                               英文名称  \\\n",
       "0      1   0.0        清华大学                                Tsinghua University   \n",
       "1      2   0.0        北京大学                                  Peking University   \n",
       "2      3   0.0        浙江大学                                Zhejiang University   \n",
       "3      4   0.0      上海交通大学                      Shanghai Jiao Tong University   \n",
       "4      5   0.0        南京大学                                 Nanjing University   \n",
       "..   ...   ...         ...                                                ...   \n",
       "565  566 -21.0      新疆理工学院                   Xinjiang Institute of Technology   \n",
       "572  573 -23.0  鄂尔多斯应用技术学院                      Ordos Institute of Technology   \n",
       "574  575   0.0      新疆政法学院  College of Science & Technology Shihezi Univer...   \n",
       "575  576 -26.0      山西能源学院                         Shanxi Institute of Energy   \n",
       "577  578 -25.0        河套学院                                   Hetao University   \n",
       "\n",
       "      省市  类型     总分  办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  \\\n",
       "0     北京  综合  969.2  37.9  74.3  39.4     48.7  343.0  88.0  37.9  90.8   \n",
       "1     北京  综合  855.3  36.1  72.9  25.9     49.2  315.7  88.0  12.8  92.6   \n",
       "2     浙江  综合  768.7  34.3  65.4  21.8     47.7  285.7  91.4  32.2  67.7   \n",
       "3     上海  综合  723.4  35.5  53.1  21.6     44.9  260.0  98.2  18.8  65.1   \n",
       "4     江苏  综合  654.8  35.1  47.9  10.8     48.1  272.0  72.4   4.9  61.2   \n",
       "..   ...  ..    ...   ...   ...   ...      ...    ...   ...   ...   ...   \n",
       "565   新疆  综合   71.7   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "572  内蒙古  综合   69.3   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "574   新疆  综合   66.9   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "575   山西  综合   64.9   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "577  内蒙古  综合   64.1   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "\n",
       "     重大项目与成果  国际竞争力  \n",
       "0      129.1   80.1  \n",
       "1      102.9   59.2  \n",
       "2       79.4   42.9  \n",
       "3       86.8   39.2  \n",
       "4       72.0   30.4  \n",
       "..       ...    ...  \n",
       "565      0.0    0.0  \n",
       "572      0.0    0.0  \n",
       "574      0.0    0.0  \n",
       "575      0.0    0.0  \n",
       "577      0.0    0.0  \n",
       "\n",
       "[172 rows x 17 columns]"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_综合类院校=df[df['类型'].str.contains(\"综合\")]\n",
    "df_综合类院校"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 理工类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
       "      <th>国际竞争力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>中国科学技术大学</td>\n",
       "      <td>University of Science and Technology of China</td>\n",
       "      <td>安徽</td>\n",
       "      <td>理工</td>\n",
       "      <td>577.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>11.9</td>\n",
       "      <td>45.9</td>\n",
       "      <td>232.1</td>\n",
       "      <td>61.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>58.6</td>\n",
       "      <td>46.6</td>\n",
       "      <td>42.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>哈尔滨工业大学</td>\n",
       "      <td>Harbin Institute of Technology</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>522.6</td>\n",
       "      <td>32.7</td>\n",
       "      <td>37.7</td>\n",
       "      <td>5.8</td>\n",
       "      <td>47.0</td>\n",
       "      <td>228.7</td>\n",
       "      <td>51.9</td>\n",
       "      <td>33.5</td>\n",
       "      <td>23.7</td>\n",
       "      <td>35.8</td>\n",
       "      <td>25.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>北京航空航天大学</td>\n",
       "      <td>Beihang University</td>\n",
       "      <td>北京</td>\n",
       "      <td>理工</td>\n",
       "      <td>513.8</td>\n",
       "      <td>32.8</td>\n",
       "      <td>33.9</td>\n",
       "      <td>11.1</td>\n",
       "      <td>42.6</td>\n",
       "      <td>221.4</td>\n",
       "      <td>46.1</td>\n",
       "      <td>20.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>54.7</td>\n",
       "      <td>23.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>同济大学</td>\n",
       "      <td>Tongji University</td>\n",
       "      <td>上海</td>\n",
       "      <td>理工</td>\n",
       "      <td>508.3</td>\n",
       "      <td>33.2</td>\n",
       "      <td>40.3</td>\n",
       "      <td>12.2</td>\n",
       "      <td>43.9</td>\n",
       "      <td>221.0</td>\n",
       "      <td>58.9</td>\n",
       "      <td>12.5</td>\n",
       "      <td>29.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>22.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>北京理工大学</td>\n",
       "      <td>Beijing Institute of Technology</td>\n",
       "      <td>北京</td>\n",
       "      <td>理工</td>\n",
       "      <td>474.0</td>\n",
       "      <td>32.3</td>\n",
       "      <td>30.6</td>\n",
       "      <td>11.3</td>\n",
       "      <td>43.8</td>\n",
       "      <td>206.4</td>\n",
       "      <td>37.9</td>\n",
       "      <td>28.0</td>\n",
       "      <td>19.2</td>\n",
       "      <td>40.5</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>河北石油职业技术大学</td>\n",
       "      <td>Hebei University of Technology City College</td>\n",
       "      <td>河北</td>\n",
       "      <td>理工</td>\n",
       "      <td>70.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>574</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>黑龙江工业学院</td>\n",
       "      <td>Heilongjiang University of Technology</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>68.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>577</td>\n",
       "      <td>NaN</td>\n",
       "      <td>赣东学院</td>\n",
       "      <td>East China Institute of Technology, Yangtze Ri...</td>\n",
       "      <td>江西</td>\n",
       "      <td>理工</td>\n",
       "      <td>64.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>581</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>山西工程技术学院</td>\n",
       "      <td>Shanxi Institute of Technology</td>\n",
       "      <td>山西</td>\n",
       "      <td>理工</td>\n",
       "      <td>61.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>582</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>太原学院</td>\n",
       "      <td>Taiyuan University</td>\n",
       "      <td>山西</td>\n",
       "      <td>理工</td>\n",
       "      <td>58.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名   升/降        学校名称                                               英文名称  \\\n",
       "6      7   0.0    中国科学技术大学      University of Science and Technology of China   \n",
       "10    11   1.0     哈尔滨工业大学                     Harbin Institute of Technology   \n",
       "14    15  -2.0    北京航空航天大学                                 Beihang University   \n",
       "15    16  -1.0        同济大学                                  Tongji University   \n",
       "18    19   1.0      北京理工大学                    Beijing Institute of Technology   \n",
       "..   ...   ...         ...                                                ...   \n",
       "569  570   NaN  河北石油职业技术大学        Hebei University of Technology City College   \n",
       "573  574 -19.0     黑龙江工业学院              Heilongjiang University of Technology   \n",
       "576  577   NaN        赣东学院  East China Institute of Technology, Yangtze Ri...   \n",
       "580  581 -20.0    山西工程技术学院                     Shanxi Institute of Technology   \n",
       "581  582 -17.0        太原学院                                 Taiyuan University   \n",
       "\n",
       "      省市  类型     总分  办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  \\\n",
       "6     安徽  理工  577.0  40.0  37.7  11.9     45.9  232.1  61.4   0.8  58.6   \n",
       "10   黑龙江  理工  522.6  32.7  37.7   5.8     47.0  228.7  51.9  33.5  23.7   \n",
       "14    北京  理工  513.8  32.8  33.9  11.1     42.6  221.4  46.1  20.7  26.7   \n",
       "15    上海  理工  508.3  33.2  40.3  12.2     43.9  221.0  58.9  12.5  29.1   \n",
       "18    北京  理工  474.0  32.3  30.6  11.3     43.8  206.4  37.9  28.0  19.2   \n",
       "..   ...  ..    ...   ...   ...   ...      ...    ...   ...   ...   ...   \n",
       "569   河北  理工   70.7   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN   \n",
       "573  黑龙江  理工   68.2   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN   \n",
       "576   江西  理工   64.2   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN   \n",
       "580   山西  理工   61.9   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN   \n",
       "581   山西  理工   58.2   NaN   NaN   NaN      NaN    NaN   NaN   NaN   NaN   \n",
       "\n",
       "     重大项目与成果  国际竞争力  \n",
       "6       46.6   42.1  \n",
       "10      35.8   25.8  \n",
       "14      54.7   23.8  \n",
       "15      35.0   22.1  \n",
       "18      40.5   24.0  \n",
       "..       ...    ...  \n",
       "569      NaN    NaN  \n",
       "573      NaN    NaN  \n",
       "576      NaN    NaN  \n",
       "580      NaN    NaN  \n",
       "581      NaN    NaN  \n",
       "\n",
       "[211 rows x 17 columns]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_理工类院校=df[df['类型'].str.contains(\"理工\")]\n",
    "df_理工类院校"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 师范类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
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       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
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       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>北京师范大学</td>\n",
       "      <td>Beijing Normal University</td>\n",
       "      <td>北京</td>\n",
       "      <td>师范</td>\n",
       "      <td>518.3</td>\n",
       "      <td>34.8</td>\n",
       "      <td>42.3</td>\n",
       "      <td>13.4</td>\n",
       "      <td>47.6</td>\n",
       "      <td>215.1</td>\n",
       "      <td>47.4</td>\n",
       "      <td>16.1</td>\n",
       "      <td>33.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>华东师范大学</td>\n",
       "      <td>East China Normal University</td>\n",
       "      <td>上海</td>\n",
       "      <td>师范</td>\n",
       "      <td>401.8</td>\n",
       "      <td>35.2</td>\n",
       "      <td>34.4</td>\n",
       "      <td>8.0</td>\n",
       "      <td>43.1</td>\n",
       "      <td>170.8</td>\n",
       "      <td>41.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>华中师范大学</td>\n",
       "      <td>Central China Normal University</td>\n",
       "      <td>湖北</td>\n",
       "      <td>师范</td>\n",
       "      <td>322.0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>149.8</td>\n",
       "      <td>28.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>11.7</td>\n",
       "      <td>12.8</td>\n",
       "      <td>19.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>3.0</td>\n",
       "      <td>南京师范大学</td>\n",
       "      <td>Nanjing Normal University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>师范</td>\n",
       "      <td>321.3</td>\n",
       "      <td>29.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>38.6</td>\n",
       "      <td>158.4</td>\n",
       "      <td>23.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>10.9</td>\n",
       "      <td>12.9</td>\n",
       "      <td>15.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>7.0</td>\n",
       "      <td>东北师范大学</td>\n",
       "      <td>Northeast Normal University</td>\n",
       "      <td>吉林</td>\n",
       "      <td>师范</td>\n",
       "      <td>319.7</td>\n",
       "      <td>33.1</td>\n",
       "      <td>25.2</td>\n",
       "      <td>4.3</td>\n",
       "      <td>38.2</td>\n",
       "      <td>155.9</td>\n",
       "      <td>28.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.9</td>\n",
       "      <td>13.2</td>\n",
       "      <td>11.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>569</td>\n",
       "      <td>-48.0</td>\n",
       "      <td>忻州师范学院</td>\n",
       "      <td>Xinzhou Teachers University</td>\n",
       "      <td>山西</td>\n",
       "      <td>师范</td>\n",
       "      <td>71.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>571</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>昌吉学院</td>\n",
       "      <td>Changji University</td>\n",
       "      <td>新疆</td>\n",
       "      <td>师范</td>\n",
       "      <td>70.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>572</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>琼台师范学院</td>\n",
       "      <td>Qiongtai Normal University</td>\n",
       "      <td>海南</td>\n",
       "      <td>师范</td>\n",
       "      <td>69.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>579</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>亳州学院</td>\n",
       "      <td>Bozhou University</td>\n",
       "      <td>安徽</td>\n",
       "      <td>师范</td>\n",
       "      <td>63.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>580</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>豫章师范学院</td>\n",
       "      <td>Yuzhang Normal University</td>\n",
       "      <td>江西</td>\n",
       "      <td>师范</td>\n",
       "      <td>62.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>159 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名   升/降    学校名称                             英文名称  省市  类型     总分  办学层次  \\\n",
       "12    13   1.0  北京师范大学        Beijing Normal University  北京  师范  518.3  34.8   \n",
       "28    29   0.0  华东师范大学     East China Normal University  上海  师范  401.8  35.2   \n",
       "45    46  -2.0  华中师范大学  Central China Normal University  湖北  师范  322.0  30.6   \n",
       "46    47   3.0  南京师范大学        Nanjing Normal University  江苏  师范  321.3  29.5   \n",
       "48    49   7.0  东北师范大学      Northeast Normal University  吉林  师范  319.7  33.1   \n",
       "..   ...   ...     ...                              ...  ..  ..    ...   ...   \n",
       "568  569 -48.0  忻州师范学院      Xinzhou Teachers University  山西  师范   71.1   0.0   \n",
       "570  571 -22.0    昌吉学院               Changji University  新疆  师范   70.1   0.0   \n",
       "571  572 -33.0  琼台师范学院       Qiongtai Normal University  海南  师范   69.8   0.0   \n",
       "578  579 -13.0    亳州学院                Bozhou University  安徽  师范   63.6   0.0   \n",
       "579  580 -38.0  豫章师范学院        Yuzhang Normal University  江西  师范   62.1   0.0   \n",
       "\n",
       "     学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  重大项目与成果  国际竞争力  \n",
       "12   42.3  13.4     47.6  215.1  47.4  16.1  33.2     39.0   29.4  \n",
       "28   34.4   8.0     43.1  170.8  41.2   2.9  23.2     24.0   18.8  \n",
       "45   26.0   5.0     37.9  149.8  28.8   0.2  11.7     12.8   19.3  \n",
       "46   26.0   3.9     38.6  158.4  23.7   2.3  10.9     12.9   15.1  \n",
       "48   25.2   4.3     38.2  155.9  28.4   0.8   8.9     13.2   11.7  \n",
       "..    ...   ...      ...    ...   ...   ...   ...      ...    ...  \n",
       "568   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "570   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "571   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "578   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "579   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "\n",
       "[159 rows x 17 columns]"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_师范类院校=df[df['类型'].str.contains(\"师范\")]\n",
    "df_师范类院校"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 农业类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
       "      <th>国际竞争力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>中国农业大学</td>\n",
       "      <td>China Agricultural University</td>\n",
       "      <td>北京</td>\n",
       "      <td>农业</td>\n",
       "      <td>400.4</td>\n",
       "      <td>31.8</td>\n",
       "      <td>34.7</td>\n",
       "      <td>7.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>161.1</td>\n",
       "      <td>38.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>22.2</td>\n",
       "      <td>34.9</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>华中农业大学</td>\n",
       "      <td>Huazhong Agricultural University</td>\n",
       "      <td>湖北</td>\n",
       "      <td>农业</td>\n",
       "      <td>338.5</td>\n",
       "      <td>28.5</td>\n",
       "      <td>27.4</td>\n",
       "      <td>4.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>156.5</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>14.5</td>\n",
       "      <td>17.1</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>南京农业大学</td>\n",
       "      <td>Nanjing Agricultural University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>农业</td>\n",
       "      <td>316.1</td>\n",
       "      <td>29.2</td>\n",
       "      <td>26.9</td>\n",
       "      <td>4.2</td>\n",
       "      <td>38.5</td>\n",
       "      <td>134.9</td>\n",
       "      <td>30.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>13.3</td>\n",
       "      <td>19.7</td>\n",
       "      <td>15.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>西北农林科技大学</td>\n",
       "      <td>Northwest A&amp;F University</td>\n",
       "      <td>陕西</td>\n",
       "      <td>农业</td>\n",
       "      <td>273.7</td>\n",
       "      <td>27.9</td>\n",
       "      <td>17.9</td>\n",
       "      <td>5.3</td>\n",
       "      <td>40.0</td>\n",
       "      <td>130.2</td>\n",
       "      <td>24.6</td>\n",
       "      <td>1.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>93</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>华南农业大学</td>\n",
       "      <td>South China Agricultural University</td>\n",
       "      <td>广东</td>\n",
       "      <td>农业</td>\n",
       "      <td>238.3</td>\n",
       "      <td>23.4</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>34.4</td>\n",
       "      <td>109.0</td>\n",
       "      <td>18.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>5.6</td>\n",
       "      <td>9.9</td>\n",
       "      <td>13.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>116</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>东北农业大学</td>\n",
       "      <td>Northeast Agricultural University - China</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>农业</td>\n",
       "      <td>216.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>121</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>福建农林大学</td>\n",
       "      <td>Fujian Agriculture and Forestry University</td>\n",
       "      <td>福建</td>\n",
       "      <td>农业</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>134</td>\n",
       "      <td>21.0</td>\n",
       "      <td>河南农业大学</td>\n",
       "      <td>Henan Agricultural University</td>\n",
       "      <td>河南</td>\n",
       "      <td>农业</td>\n",
       "      <td>204.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>141</td>\n",
       "      <td>42.0</td>\n",
       "      <td>沈阳农业大学</td>\n",
       "      <td>Shenyang Agricultural University</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>农业</td>\n",
       "      <td>196.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>146</td>\n",
       "      <td>20.0</td>\n",
       "      <td>山东农业大学</td>\n",
       "      <td>Shandong Agricultural University</td>\n",
       "      <td>山东</td>\n",
       "      <td>农业</td>\n",
       "      <td>194.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>153</td>\n",
       "      <td>7.0</td>\n",
       "      <td>湖南农业大学</td>\n",
       "      <td>Hunan Agricultural University</td>\n",
       "      <td>湖南</td>\n",
       "      <td>农业</td>\n",
       "      <td>187.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>155</td>\n",
       "      <td>14.0</td>\n",
       "      <td>安徽农业大学</td>\n",
       "      <td>Anhui Agricultural University</td>\n",
       "      <td>安徽</td>\n",
       "      <td>农业</td>\n",
       "      <td>187.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>160</td>\n",
       "      <td>26.0</td>\n",
       "      <td>吉林农业大学</td>\n",
       "      <td>Jilin Agricultural University</td>\n",
       "      <td>吉林</td>\n",
       "      <td>农业</td>\n",
       "      <td>184.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>162</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>四川农业大学</td>\n",
       "      <td>Sichuan Agricultural University</td>\n",
       "      <td>四川</td>\n",
       "      <td>农业</td>\n",
       "      <td>183.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>166</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>上海海洋大学</td>\n",
       "      <td>Shanghai Ocean University</td>\n",
       "      <td>上海</td>\n",
       "      <td>农业</td>\n",
       "      <td>182.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>178</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>河北农业大学</td>\n",
       "      <td>Hebei Agricultural University</td>\n",
       "      <td>河北</td>\n",
       "      <td>农业</td>\n",
       "      <td>171.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>185</td>\n",
       "      <td>6.0</td>\n",
       "      <td>浙江海洋大学</td>\n",
       "      <td>Zhejiang Ocean University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>农业</td>\n",
       "      <td>169.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>199</td>\n",
       "      <td>39.0</td>\n",
       "      <td>内蒙古农业大学</td>\n",
       "      <td>Inner Mongolia Agricultural University</td>\n",
       "      <td>内蒙古</td>\n",
       "      <td>农业</td>\n",
       "      <td>165.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>206</td>\n",
       "      <td>39.0</td>\n",
       "      <td>青岛农业大学</td>\n",
       "      <td>Qingdao Agricultural University</td>\n",
       "      <td>山东</td>\n",
       "      <td>农业</td>\n",
       "      <td>162.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>211</td>\n",
       "      <td>16.0</td>\n",
       "      <td>北京农学院</td>\n",
       "      <td>Beijing University of Agriculture</td>\n",
       "      <td>北京</td>\n",
       "      <td>农业</td>\n",
       "      <td>160.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>213</td>\n",
       "      <td>7.0</td>\n",
       "      <td>江西农业大学</td>\n",
       "      <td>Jiangxi Agricultural University</td>\n",
       "      <td>江西</td>\n",
       "      <td>农业</td>\n",
       "      <td>160.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>230</td>\n",
       "      <td>58.0</td>\n",
       "      <td>甘肃农业大学</td>\n",
       "      <td>Gansu Agricultural University</td>\n",
       "      <td>甘肃</td>\n",
       "      <td>农业</td>\n",
       "      <td>155.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>253</td>\n",
       "      <td>38.0</td>\n",
       "      <td>山西农业大学</td>\n",
       "      <td>Shanxi Agricultural University</td>\n",
       "      <td>山西</td>\n",
       "      <td>农业</td>\n",
       "      <td>143.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>284</td>\n",
       "      <td>1.0</td>\n",
       "      <td>大连海洋大学</td>\n",
       "      <td>Dalian Ocean University</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>农业</td>\n",
       "      <td>133.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>290</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>云南农业大学</td>\n",
       "      <td>Yunnan Agricultural University</td>\n",
       "      <td>云南</td>\n",
       "      <td>农业</td>\n",
       "      <td>132.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>308</td>\n",
       "      <td>1.0</td>\n",
       "      <td>广东海洋大学</td>\n",
       "      <td>Guangdong Ocean University</td>\n",
       "      <td>广东</td>\n",
       "      <td>农业</td>\n",
       "      <td>128.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>312</td>\n",
       "      <td>2.0</td>\n",
       "      <td>黑龙江八一农垦大学</td>\n",
       "      <td>Heilongjiang Bayi Agricultural University</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>农业</td>\n",
       "      <td>127.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>316</td>\n",
       "      <td>-32.0</td>\n",
       "      <td>新疆农业大学</td>\n",
       "      <td>Xinjiang Agricultural University</td>\n",
       "      <td>新疆</td>\n",
       "      <td>农业</td>\n",
       "      <td>125.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>329</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>天津农学院</td>\n",
       "      <td>Tianjin Agricultural University</td>\n",
       "      <td>天津</td>\n",
       "      <td>农业</td>\n",
       "      <td>122.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>354</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>仲恺农业工程学院</td>\n",
       "      <td>Zhongkai University of Agriculture and Enginee...</td>\n",
       "      <td>广东</td>\n",
       "      <td>农业</td>\n",
       "      <td>115.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>370</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>西藏农牧学院</td>\n",
       "      <td>Tibet Agriculture and Animal Husbandry University</td>\n",
       "      <td>西藏</td>\n",
       "      <td>农业</td>\n",
       "      <td>111.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>485</td>\n",
       "      <td>17.0</td>\n",
       "      <td>河南牧业经济学院</td>\n",
       "      <td>Henan University of Animal Husbandry and Economy</td>\n",
       "      <td>河南</td>\n",
       "      <td>农业</td>\n",
       "      <td>90.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>496</td>\n",
       "      <td>26.0</td>\n",
       "      <td>吉林农业科技学院</td>\n",
       "      <td>Jilin Agricultural Science and Technology Univ...</td>\n",
       "      <td>吉林</td>\n",
       "      <td>农业</td>\n",
       "      <td>89.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>538</td>\n",
       "      <td>-72.0</td>\n",
       "      <td>信阳农林学院</td>\n",
       "      <td>Xinyang Agriculture and Forestry University</td>\n",
       "      <td>河南</td>\n",
       "      <td>农业</td>\n",
       "      <td>82.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名   升/降       学校名称                                               英文名称  \\\n",
       "29    30   0.0     中国农业大学                      China Agricultural University   \n",
       "41    42  -3.0     华中农业大学                   Huazhong Agricultural University   \n",
       "51    52  -5.0     南京农业大学                    Nanjing Agricultural University   \n",
       "75    76  -8.0   西北农林科技大学                           Northwest A&F University   \n",
       "92    93  -5.0     华南农业大学                South China Agricultural University   \n",
       "115  116  -4.0     东北农业大学          Northeast Agricultural University - China   \n",
       "120  121  -1.0     福建农林大学         Fujian Agriculture and Forestry University   \n",
       "133  134  21.0     河南农业大学                      Henan Agricultural University   \n",
       "140  141  42.0     沈阳农业大学                   Shenyang Agricultural University   \n",
       "145  146  20.0     山东农业大学                   Shandong Agricultural University   \n",
       "152  153   7.0     湖南农业大学                      Hunan Agricultural University   \n",
       "154  155  14.0     安徽农业大学                      Anhui Agricultural University   \n",
       "159  160  26.0     吉林农业大学                      Jilin Agricultural University   \n",
       "161  162 -21.0     四川农业大学                    Sichuan Agricultural University   \n",
       "165  166 -12.0     上海海洋大学                          Shanghai Ocean University   \n",
       "177  178  -3.0     河北农业大学                      Hebei Agricultural University   \n",
       "185  185   6.0     浙江海洋大学                          Zhejiang Ocean University   \n",
       "198  199  39.0    内蒙古农业大学             Inner Mongolia Agricultural University   \n",
       "205  206  39.0     青岛农业大学                    Qingdao Agricultural University   \n",
       "210  211  16.0      北京农学院                  Beijing University of Agriculture   \n",
       "212  213   7.0     江西农业大学                    Jiangxi Agricultural University   \n",
       "229  230  58.0     甘肃农业大学                      Gansu Agricultural University   \n",
       "252  253  38.0     山西农业大学                     Shanxi Agricultural University   \n",
       "283  284   1.0     大连海洋大学                            Dalian Ocean University   \n",
       "289  290  -9.0     云南农业大学                     Yunnan Agricultural University   \n",
       "307  308   1.0     广东海洋大学                         Guangdong Ocean University   \n",
       "311  312   2.0  黑龙江八一农垦大学          Heilongjiang Bayi Agricultural University   \n",
       "315  316 -32.0     新疆农业大学                   Xinjiang Agricultural University   \n",
       "328  329 -12.0      天津农学院                    Tianjin Agricultural University   \n",
       "354  354 -26.0   仲恺农业工程学院  Zhongkai University of Agriculture and Enginee...   \n",
       "369  370  -8.0     西藏农牧学院  Tibet Agriculture and Animal Husbandry University   \n",
       "484  485  17.0   河南牧业经济学院   Henan University of Animal Husbandry and Economy   \n",
       "496  496  26.0   吉林农业科技学院  Jilin Agricultural Science and Technology Univ...   \n",
       "538  538 -72.0     信阳农林学院        Xinyang Agriculture and Forestry University   \n",
       "\n",
       "      省市  类型     总分  办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  \\\n",
       "29    北京  农业  400.4  31.8  34.7   7.8     45.0  161.1  38.4   6.6  22.2   \n",
       "41    湖北  农业  338.5  28.5  27.4   4.8     38.0  156.5  34.0   1.5  14.5   \n",
       "51    江苏  农业  316.1  29.2  26.9   4.2     38.5  134.9  30.7   3.2  13.3   \n",
       "75    陕西  农业  273.7  27.9  17.9   5.3     40.0  130.2  24.6   1.6   7.0   \n",
       "92    广东  农业  238.3  23.4  18.0   4.6     34.4  109.0  18.5   1.7   5.6   \n",
       "115  黑龙江  农业  216.3   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "120   福建  农业  214.0   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "133   河南  农业  204.3   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "140   辽宁  农业  196.8   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "145   山东  农业  194.7   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "152   湖南  农业  187.9   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "154   安徽  农业  187.0   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "159   吉林  农业  184.4   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "161   四川  农业  183.3   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "165   上海  农业  182.5   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "177   河北  农业  171.9   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "185   浙江  农业  169.6   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "198  内蒙古  农业  165.3   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "205   山东  农业  162.4   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "210   北京  农业  160.7   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "212   江西  农业  160.5   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "229   甘肃  农业  155.4   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "252   山西  农业  143.8   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "283   辽宁  农业  133.7   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "289   云南  农业  132.6   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "307   广东  农业  128.6   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "311  黑龙江  农业  127.8   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "315   新疆  农业  125.5   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "328   天津  农业  122.2   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "354   广东  农业  115.4   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "369   西藏  农业  111.1   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "484   河南  农业   90.7   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "496   吉林  农业   89.4   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "538   河南  农业   82.8   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "\n",
       "     重大项目与成果  国际竞争力  \n",
       "29      34.9   18.0  \n",
       "41      17.1   16.0  \n",
       "51      19.7   15.6  \n",
       "75       5.6   13.5  \n",
       "92       9.9   13.2  \n",
       "115      0.0    0.0  \n",
       "120      0.0    0.0  \n",
       "133      0.0    0.0  \n",
       "140      0.0    0.0  \n",
       "145      0.0    0.0  \n",
       "152      0.0    0.0  \n",
       "154      0.0    0.0  \n",
       "159      0.0    0.0  \n",
       "161      0.0    0.0  \n",
       "165      0.0    0.0  \n",
       "177      0.0    0.0  \n",
       "185      0.0    0.0  \n",
       "198      0.0    0.0  \n",
       "205      0.0    0.0  \n",
       "210      0.0    0.0  \n",
       "212      0.0    0.0  \n",
       "229      0.0    0.0  \n",
       "252      0.0    0.0  \n",
       "283      0.0    0.0  \n",
       "289      0.0    0.0  \n",
       "307      0.0    0.0  \n",
       "311      0.0    0.0  \n",
       "315      0.0    0.0  \n",
       "328      0.0    0.0  \n",
       "354      0.0    0.0  \n",
       "369      0.0    0.0  \n",
       "484      0.0    0.0  \n",
       "496      0.0    0.0  \n",
       "538      0.0    0.0  "
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_农业类院校=df[df['类型'].str.contains(\"农业\")]\n",
    "df_农业类院校"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 林业类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
       "      <th>国际竞争力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>3.0</td>\n",
       "      <td>北京林业大学</td>\n",
       "      <td>Beijing Forestry University</td>\n",
       "      <td>北京</td>\n",
       "      <td>林业</td>\n",
       "      <td>275.0</td>\n",
       "      <td>28.5</td>\n",
       "      <td>18.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>39.2</td>\n",
       "      <td>138.3</td>\n",
       "      <td>19.4</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>10.5</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>108</td>\n",
       "      <td>7.0</td>\n",
       "      <td>南京林业大学</td>\n",
       "      <td>Nanjing Forestry University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>林业</td>\n",
       "      <td>225.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>114</td>\n",
       "      <td>3.0</td>\n",
       "      <td>东北林业大学</td>\n",
       "      <td>Northeast Forestry University - China</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>林业</td>\n",
       "      <td>218.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>157</td>\n",
       "      <td>2.0</td>\n",
       "      <td>浙江农林大学</td>\n",
       "      <td>Zhejiang A&amp;F University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>林业</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>210</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>中南林业科技大学</td>\n",
       "      <td>Central South University of Forestry &amp; Technology</td>\n",
       "      <td>湖南</td>\n",
       "      <td>林业</td>\n",
       "      <td>160.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>314</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>西南林业大学</td>\n",
       "      <td>Southwest Forestry University</td>\n",
       "      <td>云南</td>\n",
       "      <td>林业</td>\n",
       "      <td>125.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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      ],
      "text/plain": [
       "      排名   升/降      学校名称                                               英文名称  \\\n",
       "73    74   3.0    北京林业大学                        Beijing Forestry University   \n",
       "107  108   7.0    南京林业大学                        Nanjing Forestry University   \n",
       "113  114   3.0    东北林业大学              Northeast Forestry University - China   \n",
       "156  157   2.0    浙江农林大学                            Zhejiang A&F University   \n",
       "209  210  -8.0  中南林业科技大学  Central South University of Forestry & Technology   \n",
       "314  314 -10.0    西南林业大学                      Southwest Forestry University   \n",
       "\n",
       "      省市  类型     总分  办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  \\\n",
       "73    北京  林业  275.0  28.5  18.2   3.4     39.2  138.3  19.4   2.6   5.4   \n",
       "107   江苏  林业  225.3   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "113  黑龙江  林业  218.9   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "156   浙江  林业  186.0   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "209   湖南  林业  160.8   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "314   云南  林业  125.9   0.0   0.0   0.0      0.0    0.0   0.0   0.0   0.0   \n",
       "\n",
       "     重大项目与成果  国际竞争力  \n",
       "73      10.5    9.5  \n",
       "107      0.0    0.0  \n",
       "113      0.0    0.0  \n",
       "156      0.0    0.0  \n",
       "209      0.0    0.0  \n",
       "314      0.0    0.0  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_林业类院校=df[df['类型'].str.contains(\"林业\")]\n",
    "df_林业类院校"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 排名未改变的学校"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>清华大学</td>\n",
       "      <td>Tsinghua University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>969.2</td>\n",
       "      <td>37.9</td>\n",
       "      <td>74.3</td>\n",
       "      <td>39.4</td>\n",
       "      <td>48.7</td>\n",
       "      <td>343.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>90.8</td>\n",
       "      <td>129.1</td>\n",
       "      <td>80.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>北京大学</td>\n",
       "      <td>Peking University</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>855.3</td>\n",
       "      <td>36.1</td>\n",
       "      <td>72.9</td>\n",
       "      <td>25.9</td>\n",
       "      <td>49.2</td>\n",
       "      <td>315.7</td>\n",
       "      <td>88.0</td>\n",
       "      <td>12.8</td>\n",
       "      <td>92.6</td>\n",
       "      <td>102.9</td>\n",
       "      <td>59.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙江大学</td>\n",
       "      <td>Zhejiang University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>综合</td>\n",
       "      <td>768.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>65.4</td>\n",
       "      <td>21.8</td>\n",
       "      <td>47.7</td>\n",
       "      <td>285.7</td>\n",
       "      <td>91.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>67.7</td>\n",
       "      <td>79.4</td>\n",
       "      <td>42.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>上海交通大学</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>上海</td>\n",
       "      <td>综合</td>\n",
       "      <td>723.4</td>\n",
       "      <td>35.5</td>\n",
       "      <td>53.1</td>\n",
       "      <td>21.6</td>\n",
       "      <td>44.9</td>\n",
       "      <td>260.0</td>\n",
       "      <td>98.2</td>\n",
       "      <td>18.8</td>\n",
       "      <td>65.1</td>\n",
       "      <td>86.8</td>\n",
       "      <td>39.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>南京大学</td>\n",
       "      <td>Nanjing University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>654.8</td>\n",
       "      <td>35.1</td>\n",
       "      <td>47.9</td>\n",
       "      <td>10.8</td>\n",
       "      <td>48.1</td>\n",
       "      <td>272.0</td>\n",
       "      <td>72.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>61.2</td>\n",
       "      <td>72.0</td>\n",
       "      <td>30.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>复旦大学</td>\n",
       "      <td>Fudan University</td>\n",
       "      <td>上海</td>\n",
       "      <td>综合</td>\n",
       "      <td>649.7</td>\n",
       "      <td>36.6</td>\n",
       "      <td>48.4</td>\n",
       "      <td>16.6</td>\n",
       "      <td>46.2</td>\n",
       "      <td>255.8</td>\n",
       "      <td>78.6</td>\n",
       "      <td>4.8</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>37.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>中国科学技术大学</td>\n",
       "      <td>University of Science and Technology of China</td>\n",
       "      <td>安徽</td>\n",
       "      <td>理工</td>\n",
       "      <td>577.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>11.9</td>\n",
       "      <td>45.9</td>\n",
       "      <td>232.1</td>\n",
       "      <td>61.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>58.6</td>\n",
       "      <td>46.6</td>\n",
       "      <td>42.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>华中科技大学</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>湖北</td>\n",
       "      <td>综合</td>\n",
       "      <td>574.3</td>\n",
       "      <td>32.1</td>\n",
       "      <td>44.7</td>\n",
       "      <td>11.3</td>\n",
       "      <td>45.2</td>\n",
       "      <td>232.2</td>\n",
       "      <td>74.2</td>\n",
       "      <td>22.9</td>\n",
       "      <td>35.2</td>\n",
       "      <td>45.2</td>\n",
       "      <td>31.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>武汉大学</td>\n",
       "      <td>Wuhan University</td>\n",
       "      <td>湖北</td>\n",
       "      <td>综合</td>\n",
       "      <td>567.9</td>\n",
       "      <td>31.8</td>\n",
       "      <td>49.6</td>\n",
       "      <td>10.4</td>\n",
       "      <td>45.7</td>\n",
       "      <td>255.4</td>\n",
       "      <td>61.7</td>\n",
       "      <td>9.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>25.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>东南大学</td>\n",
       "      <td>Southeast University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>488.1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>37.7</td>\n",
       "      <td>12.4</td>\n",
       "      <td>44.5</td>\n",
       "      <td>223.0</td>\n",
       "      <td>44.8</td>\n",
       "      <td>9.1</td>\n",
       "      <td>20.1</td>\n",
       "      <td>36.2</td>\n",
       "      <td>25.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>中国人民大学</td>\n",
       "      <td>Renmin University of China</td>\n",
       "      <td>北京</td>\n",
       "      <td>综合</td>\n",
       "      <td>487.8</td>\n",
       "      <td>34.5</td>\n",
       "      <td>42.1</td>\n",
       "      <td>10.3</td>\n",
       "      <td>46.2</td>\n",
       "      <td>224.6</td>\n",
       "      <td>39.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>31.8</td>\n",
       "      <td>42.6</td>\n",
       "      <td>15.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>吉林大学</td>\n",
       "      <td>Jilin University</td>\n",
       "      <td>吉林</td>\n",
       "      <td>综合</td>\n",
       "      <td>435.7</td>\n",
       "      <td>30.4</td>\n",
       "      <td>42.2</td>\n",
       "      <td>9.0</td>\n",
       "      <td>50.5</td>\n",
       "      <td>203.0</td>\n",
       "      <td>46.8</td>\n",
       "      <td>4.1</td>\n",
       "      <td>13.6</td>\n",
       "      <td>17.2</td>\n",
       "      <td>18.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>华东师范大学</td>\n",
       "      <td>East China Normal University</td>\n",
       "      <td>上海</td>\n",
       "      <td>师范</td>\n",
       "      <td>401.8</td>\n",
       "      <td>35.2</td>\n",
       "      <td>34.4</td>\n",
       "      <td>8.0</td>\n",
       "      <td>43.1</td>\n",
       "      <td>170.8</td>\n",
       "      <td>41.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>24.0</td>\n",
       "      <td>18.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>中国农业大学</td>\n",
       "      <td>China Agricultural University</td>\n",
       "      <td>北京</td>\n",
       "      <td>农业</td>\n",
       "      <td>400.4</td>\n",
       "      <td>31.8</td>\n",
       "      <td>34.7</td>\n",
       "      <td>7.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>161.1</td>\n",
       "      <td>38.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>22.2</td>\n",
       "      <td>34.9</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>北京科技大学</td>\n",
       "      <td>University of Science and Technology Beijing</td>\n",
       "      <td>北京</td>\n",
       "      <td>理工</td>\n",
       "      <td>379.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>23.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>41.0</td>\n",
       "      <td>180.5</td>\n",
       "      <td>34.1</td>\n",
       "      <td>13.9</td>\n",
       "      <td>12.1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>重庆大学</td>\n",
       "      <td>Chongqing University</td>\n",
       "      <td>重庆</td>\n",
       "      <td>综合</td>\n",
       "      <td>365.5</td>\n",
       "      <td>29.9</td>\n",
       "      <td>30.9</td>\n",
       "      <td>7.3</td>\n",
       "      <td>40.6</td>\n",
       "      <td>165.3</td>\n",
       "      <td>38.8</td>\n",
       "      <td>10.6</td>\n",
       "      <td>10.8</td>\n",
       "      <td>13.6</td>\n",
       "      <td>17.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>南京航空航天大学</td>\n",
       "      <td>Nanjing University of Aeronautics and Astronau...</td>\n",
       "      <td>江苏</td>\n",
       "      <td>理工</td>\n",
       "      <td>358.6</td>\n",
       "      <td>28.6</td>\n",
       "      <td>22.9</td>\n",
       "      <td>3.3</td>\n",
       "      <td>40.3</td>\n",
       "      <td>185.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>10.9</td>\n",
       "      <td>13.7</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>江苏大学</td>\n",
       "      <td>Jiangsu University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>276.9</td>\n",
       "      <td>26.5</td>\n",
       "      <td>21.8</td>\n",
       "      <td>3.6</td>\n",
       "      <td>38.2</td>\n",
       "      <td>127.5</td>\n",
       "      <td>21.3</td>\n",
       "      <td>8.7</td>\n",
       "      <td>3.7</td>\n",
       "      <td>8.9</td>\n",
       "      <td>16.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>华北电力大学</td>\n",
       "      <td>North China Electric Power University</td>\n",
       "      <td>北京</td>\n",
       "      <td>理工</td>\n",
       "      <td>263.2</td>\n",
       "      <td>27.1</td>\n",
       "      <td>16.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>129.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>8.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>6.5</td>\n",
       "      <td>13.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>首都师范大学</td>\n",
       "      <td>Capital Normal University</td>\n",
       "      <td>北京</td>\n",
       "      <td>师范</td>\n",
       "      <td>261.1</td>\n",
       "      <td>29.9</td>\n",
       "      <td>23.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>38.4</td>\n",
       "      <td>120.4</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>安徽大学</td>\n",
       "      <td>Anhui University</td>\n",
       "      <td>安徽</td>\n",
       "      <td>综合</td>\n",
       "      <td>243.1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>31.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>17.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>10.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>河南大学</td>\n",
       "      <td>Henan University</td>\n",
       "      <td>河南</td>\n",
       "      <td>综合</td>\n",
       "      <td>234.6</td>\n",
       "      <td>24.6</td>\n",
       "      <td>22.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>33.7</td>\n",
       "      <td>109.0</td>\n",
       "      <td>19.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙江理工大学</td>\n",
       "      <td>Zhejiang Sci-Tech University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>221.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>138</td>\n",
       "      <td>0.0</td>\n",
       "      <td>中国计量大学</td>\n",
       "      <td>China Jiliang University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>190</td>\n",
       "      <td>0.0</td>\n",
       "      <td>长江大学</td>\n",
       "      <td>Yangtze University</td>\n",
       "      <td>湖北</td>\n",
       "      <td>综合</td>\n",
       "      <td>168.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>196</td>\n",
       "      <td>0.0</td>\n",
       "      <td>哈尔滨理工大学</td>\n",
       "      <td>Harbin University of Science and Technology</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>165.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>198</td>\n",
       "      <td>0.0</td>\n",
       "      <td>延边大学</td>\n",
       "      <td>Yanbian University</td>\n",
       "      <td>吉林</td>\n",
       "      <td>综合</td>\n",
       "      <td>165.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>251</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙大宁波理工学院</td>\n",
       "      <td>NingboTech University</td>\n",
       "      <td>浙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>145.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>326</td>\n",
       "      <td>0.0</td>\n",
       "      <td>浙大城市学院</td>\n",
       "      <td>Zhejiang University City College</td>\n",
       "      <td>浙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>123.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>362</td>\n",
       "      <td>0.0</td>\n",
       "      <td>无锡学院</td>\n",
       "      <td>Nanjing University of Information Science and ...</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>113.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>416</td>\n",
       "      <td>0.0</td>\n",
       "      <td>河北科技工程职业技术大学</td>\n",
       "      <td>North China Electric Power University Science ...</td>\n",
       "      <td>河北</td>\n",
       "      <td>理工</td>\n",
       "      <td>101.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>427</td>\n",
       "      <td>0.0</td>\n",
       "      <td>河北工业职业技术大学</td>\n",
       "      <td>Polytechnic College of Hebei University of Sci...</td>\n",
       "      <td>河北</td>\n",
       "      <td>理工</td>\n",
       "      <td>99.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>434</td>\n",
       "      <td>0.0</td>\n",
       "      <td>南京特殊教育师范学院</td>\n",
       "      <td>Nanjing Normal University of Special Education</td>\n",
       "      <td>江苏</td>\n",
       "      <td>师范</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>湖州学院</td>\n",
       "      <td>Huzhou University Qiuzhen College</td>\n",
       "      <td>浙江</td>\n",
       "      <td>师范</td>\n",
       "      <td>93.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>474</td>\n",
       "      <td>0.0</td>\n",
       "      <td>苏州城市学院</td>\n",
       "      <td>Wenzheng College of Soochow University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>综合</td>\n",
       "      <td>92.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>494</td>\n",
       "      <td>0.0</td>\n",
       "      <td>山东石油化工学院</td>\n",
       "      <td>Shengli College, China University of Petroleum</td>\n",
       "      <td>山东</td>\n",
       "      <td>理工</td>\n",
       "      <td>89.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>赣南科技学院</td>\n",
       "      <td>College of Applied Science, Jiangxi University...</td>\n",
       "      <td>江西</td>\n",
       "      <td>理工</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>538</td>\n",
       "      <td>0.0</td>\n",
       "      <td>阿坝师范学院</td>\n",
       "      <td>Aba Teachers University</td>\n",
       "      <td>四川</td>\n",
       "      <td>师范</td>\n",
       "      <td>82.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>温州理工学院</td>\n",
       "      <td>Wenzhou University Oujiang College</td>\n",
       "      <td>浙江</td>\n",
       "      <td>师范</td>\n",
       "      <td>79.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>吕梁学院</td>\n",
       "      <td>Luliang University</td>\n",
       "      <td>山西</td>\n",
       "      <td>师范</td>\n",
       "      <td>76.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>567</td>\n",
       "      <td>0.0</td>\n",
       "      <td>广西科技师范学院</td>\n",
       "      <td>Guangxi Science and Technology Normal University</td>\n",
       "      <td>广西</td>\n",
       "      <td>师范</td>\n",
       "      <td>71.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>570</td>\n",
       "      <td>0.0</td>\n",
       "      <td>河北石油职业技术大学</td>\n",
       "      <td>Hebei University of Technology City College</td>\n",
       "      <td>河北</td>\n",
       "      <td>理工</td>\n",
       "      <td>70.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>575</td>\n",
       "      <td>0.0</td>\n",
       "      <td>新疆政法学院</td>\n",
       "      <td>College of Science &amp; Technology Shihezi Univer...</td>\n",
       "      <td>新疆</td>\n",
       "      <td>综合</td>\n",
       "      <td>66.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>577</td>\n",
       "      <td>0.0</td>\n",
       "      <td>赣东学院</td>\n",
       "      <td>East China Institute of Technology, Yangtze Ri...</td>\n",
       "      <td>江西</td>\n",
       "      <td>理工</td>\n",
       "      <td>64.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      排名  升/降          学校名称  \\\n",
       "0      1  0.0          清华大学   \n",
       "1      2  0.0          北京大学   \n",
       "2      3  0.0          浙江大学   \n",
       "3      4  0.0        上海交通大学   \n",
       "4      5  0.0          南京大学   \n",
       "5      6  0.0          复旦大学   \n",
       "6      7  0.0      中国科学技术大学   \n",
       "7      8  0.0        华中科技大学   \n",
       "8      9  0.0          武汉大学   \n",
       "16    17  0.0          东南大学   \n",
       "17    18  0.0        中国人民大学   \n",
       "23    24  0.0          吉林大学   \n",
       "28    29  0.0        华东师范大学   \n",
       "29    30  0.0        中国农业大学   \n",
       "32    33  0.0        北京科技大学   \n",
       "33    34  0.0          重庆大学   \n",
       "34    35  0.0      南京航空航天大学   \n",
       "71    72  0.0          江苏大学   \n",
       "79    80  0.0        华北电力大学   \n",
       "84    85  0.0        首都师范大学   \n",
       "89    90  0.0          安徽大学   \n",
       "96    97  0.0          河南大学   \n",
       "110  111  0.0        浙江理工大学   \n",
       "138  138  0.0        中国计量大学   \n",
       "189  190  0.0          长江大学   \n",
       "195  196  0.0       哈尔滨理工大学   \n",
       "197  198  0.0          延边大学   \n",
       "250  251  0.0      浙大宁波理工学院   \n",
       "325  326  0.0        浙大城市学院   \n",
       "361  362  0.0          无锡学院   \n",
       "415  416  0.0  河北科技工程职业技术大学   \n",
       "426  427  0.0    河北工业职业技术大学   \n",
       "433  434  0.0    南京特殊教育师范学院   \n",
       "467  467  0.0          湖州学院   \n",
       "474  474  0.0        苏州城市学院   \n",
       "493  494  0.0      山东石油化工学院   \n",
       "533  533  0.0        赣南科技学院   \n",
       "537  538  0.0        阿坝师范学院   \n",
       "550  551  0.0        温州理工学院   \n",
       "558  559  0.0          吕梁学院   \n",
       "566  567  0.0      广西科技师范学院   \n",
       "569  570  0.0    河北石油职业技术大学   \n",
       "574  575  0.0        新疆政法学院   \n",
       "576  577  0.0          赣东学院   \n",
       "\n",
       "                                                  英文名称   省市  类型     总分  办学层次  \\\n",
       "0                                  Tsinghua University   北京  综合  969.2  37.9   \n",
       "1                                    Peking University   北京  综合  855.3  36.1   \n",
       "2                                  Zhejiang University   浙江  综合  768.7  34.3   \n",
       "3                        Shanghai Jiao Tong University   上海  综合  723.4  35.5   \n",
       "4                                   Nanjing University   江苏  综合  654.8  35.1   \n",
       "5                                     Fudan University   上海  综合  649.7  36.6   \n",
       "6        University of Science and Technology of China   安徽  理工  577.0  40.0   \n",
       "7        Huazhong University of Science and Technology   湖北  综合  574.3  32.1   \n",
       "8                                     Wuhan University   湖北  综合  567.9  31.8   \n",
       "16                                Southeast University   江苏  综合  488.1  34.3   \n",
       "17                          Renmin University of China   北京  综合  487.8  34.5   \n",
       "23                                    Jilin University   吉林  综合  435.7  30.4   \n",
       "28                        East China Normal University   上海  师范  401.8  35.2   \n",
       "29                       China Agricultural University   北京  农业  400.4  31.8   \n",
       "32        University of Science and Technology Beijing   北京  理工  379.4  32.2   \n",
       "33                                Chongqing University   重庆  综合  365.5  29.9   \n",
       "34   Nanjing University of Aeronautics and Astronau...   江苏  理工  358.6  28.6   \n",
       "71                                  Jiangsu University   江苏  综合  276.9  26.5   \n",
       "79               North China Electric Power University   北京  理工  263.2  27.1   \n",
       "84                           Capital Normal University   北京  师范  261.1  29.9   \n",
       "89                                    Anhui University   安徽  综合  243.1  26.0   \n",
       "96                                    Henan University   河南  综合  234.6  24.6   \n",
       "110                       Zhejiang Sci-Tech University   浙江  理工  221.8   0.0   \n",
       "138                           China Jiliang University   浙江  理工  201.0   0.0   \n",
       "189                                 Yangtze University   湖北  综合  168.4   0.0   \n",
       "195        Harbin University of Science and Technology  黑龙江  理工  165.5   0.0   \n",
       "197                                 Yanbian University   吉林  综合  165.4   0.0   \n",
       "250                              NingboTech University   浙江  理工  145.1   0.0   \n",
       "325                   Zhejiang University City College   浙江  理工  123.0   0.0   \n",
       "361  Nanjing University of Information Science and ...   江苏  综合  113.3   0.0   \n",
       "415  North China Electric Power University Science ...   河北  理工  101.2   0.0   \n",
       "426  Polytechnic College of Hebei University of Sci...   河北  理工   99.5   0.0   \n",
       "433     Nanjing Normal University of Special Education   江苏  师范   98.4   0.0   \n",
       "467                  Huzhou University Qiuzhen College   浙江  师范   93.5   0.0   \n",
       "474             Wenzheng College of Soochow University   江苏  综合   92.3   0.0   \n",
       "493     Shengli College, China University of Petroleum   山东  理工   89.8   0.0   \n",
       "533  College of Applied Science, Jiangxi University...   江西  理工   83.4   0.0   \n",
       "537                            Aba Teachers University   四川  师范   82.8   0.0   \n",
       "550                 Wenzhou University Oujiang College   浙江  师范   79.2   0.0   \n",
       "558                                 Luliang University   山西  师范   76.3   0.0   \n",
       "566   Guangxi Science and Technology Normal University   广西  师范   71.5   0.0   \n",
       "569        Hebei University of Technology City College   河北  理工   70.7   0.0   \n",
       "574  College of Science & Technology Shihezi Univer...   新疆  综合   66.9   0.0   \n",
       "576  East China Institute of Technology, Yangtze Ri...   江西  理工   64.2   0.0   \n",
       "\n",
       "     学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  重大项目与成果  国际竞争力  \n",
       "0    74.3  39.4     48.7  343.0  88.0  37.9  90.8    129.1   80.1  \n",
       "1    72.9  25.9     49.2  315.7  88.0  12.8  92.6    102.9   59.2  \n",
       "2    65.4  21.8     47.7  285.7  91.4  32.2  67.7     79.4   42.9  \n",
       "3    53.1  21.6     44.9  260.0  98.2  18.8  65.1     86.8   39.2  \n",
       "4    47.9  10.8     48.1  272.0  72.4   4.9  61.2     72.0   30.4  \n",
       "5    48.4  16.6     46.2  255.8  78.6   4.8  65.0     60.1   37.6  \n",
       "6    37.7  11.9     45.9  232.1  61.4   0.8  58.6     46.6   42.1  \n",
       "7    44.7  11.3     45.2  232.2  74.2  22.9  35.2     45.2   31.3  \n",
       "8    49.6  10.4     45.7  255.4  61.7   9.5  35.0     43.0   25.7  \n",
       "16   37.7  12.4     44.5  223.0  44.8   9.1  20.1     36.2   25.8  \n",
       "17   42.1  10.3     46.2  224.6  39.9   0.2  31.8     42.6   15.8  \n",
       "23   42.2   9.0     50.5  203.0  46.8   4.1  13.6     17.2   18.8  \n",
       "28   34.4   8.0     43.1  170.8  41.2   2.9  23.2     24.0   18.8  \n",
       "29   34.7   7.8     45.0  161.1  38.4   6.6  22.2     34.9   18.0  \n",
       "32   23.8   6.1     41.0  180.5  34.1  13.9  12.1     19.0   16.8  \n",
       "33   30.9   7.3     40.6  165.3  38.8  10.6  10.8     13.6   17.7  \n",
       "34   22.9   3.3     40.3  185.7  28.0  11.3  10.9     13.7   13.9  \n",
       "71   21.8   3.6     38.2  127.5  21.3   8.7   3.7      8.9   16.7  \n",
       "79   16.2   4.0     35.0  129.5  17.4   8.7   5.1      6.5   13.6  \n",
       "84   23.1   5.5     38.4  120.4  16.8   0.2   8.0      7.0   11.8  \n",
       "89   19.3   3.3     31.0  128.0  17.1   0.9   3.8      3.3   10.4  \n",
       "96   22.6   3.5     33.7  109.0  19.2   2.1   3.9      4.0   12.0  \n",
       "110   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "138   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "189   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "195   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "197   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "250   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "325   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "361   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "415   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "426   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "433   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "467   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "474   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "493   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "533   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "537   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "550   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "558   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "566   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "569   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "574   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  \n",
       "576   0.0   0.0      0.0    0.0   0.0   0.0   0.0      0.0    0.0  "
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['升/降']==0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 前50名中排名上升的学校"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>排名</th>\n",
       "      <th>升/降</th>\n",
       "      <th>学校名称</th>\n",
       "      <th>英文名称</th>\n",
       "      <th>省市</th>\n",
       "      <th>类型</th>\n",
       "      <th>总分</th>\n",
       "      <th>办学层次</th>\n",
       "      <th>学科水平</th>\n",
       "      <th>办学资源</th>\n",
       "      <th>师资规模与结构</th>\n",
       "      <th>人才培养</th>\n",
       "      <th>科学研究</th>\n",
       "      <th>服务社会</th>\n",
       "      <th>学术人才</th>\n",
       "      <th>重大项目与成果</th>\n",
       "      <th>国际竞争力</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>西安交通大学</td>\n",
       "      <td>Xi'an Jiaotong University</td>\n",
       "      <td>陕西</td>\n",
       "      <td>综合</td>\n",
       "      <td>537.9</td>\n",
       "      <td>34.5</td>\n",
       "      <td>40.3</td>\n",
       "      <td>11.2</td>\n",
       "      <td>44.1</td>\n",
       "      <td>243.7</td>\n",
       "      <td>56.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>26.2</td>\n",
       "      <td>46.5</td>\n",
       "      <td>24.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>哈尔滨工业大学</td>\n",
       "      <td>Harbin Institute of Technology</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>理工</td>\n",
       "      <td>522.6</td>\n",
       "      <td>32.7</td>\n",
       "      <td>37.7</td>\n",
       "      <td>5.8</td>\n",
       "      <td>47.0</td>\n",
       "      <td>228.7</td>\n",
       "      <td>51.9</td>\n",
       "      <td>33.5</td>\n",
       "      <td>23.7</td>\n",
       "      <td>35.8</td>\n",
       "      <td>25.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>北京师范大学</td>\n",
       "      <td>Beijing Normal University</td>\n",
       "      <td>北京</td>\n",
       "      <td>师范</td>\n",
       "      <td>518.3</td>\n",
       "      <td>34.8</td>\n",
       "      <td>42.3</td>\n",
       "      <td>13.4</td>\n",
       "      <td>47.6</td>\n",
       "      <td>215.1</td>\n",
       "      <td>47.4</td>\n",
       "      <td>16.1</td>\n",
       "      <td>33.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>29.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>2.0</td>\n",
       "      <td>四川大学</td>\n",
       "      <td>Sichuan University</td>\n",
       "      <td>四川</td>\n",
       "      <td>综合</td>\n",
       "      <td>516.6</td>\n",
       "      <td>30.7</td>\n",
       "      <td>46.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>43.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>64.7</td>\n",
       "      <td>19.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>35.4</td>\n",
       "      <td>23.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>北京理工大学</td>\n",
       "      <td>Beijing Institute of Technology</td>\n",
       "      <td>北京</td>\n",
       "      <td>理工</td>\n",
       "      <td>474.0</td>\n",
       "      <td>32.3</td>\n",
       "      <td>30.6</td>\n",
       "      <td>11.3</td>\n",
       "      <td>43.8</td>\n",
       "      <td>206.4</td>\n",
       "      <td>37.9</td>\n",
       "      <td>28.0</td>\n",
       "      <td>19.2</td>\n",
       "      <td>40.5</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>山东大学</td>\n",
       "      <td>Shandong University</td>\n",
       "      <td>山东</td>\n",
       "      <td>综合</td>\n",
       "      <td>447.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>39.5</td>\n",
       "      <td>9.6</td>\n",
       "      <td>44.5</td>\n",
       "      <td>205.9</td>\n",
       "      <td>50.6</td>\n",
       "      <td>4.3</td>\n",
       "      <td>20.5</td>\n",
       "      <td>21.7</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>3.0</td>\n",
       "      <td>中南大学</td>\n",
       "      <td>Central South University</td>\n",
       "      <td>湖南</td>\n",
       "      <td>综合</td>\n",
       "      <td>442.2</td>\n",
       "      <td>30.8</td>\n",
       "      <td>37.9</td>\n",
       "      <td>7.3</td>\n",
       "      <td>42.3</td>\n",
       "      <td>186.9</td>\n",
       "      <td>55.5</td>\n",
       "      <td>16.7</td>\n",
       "      <td>16.3</td>\n",
       "      <td>24.6</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>西北工业大学</td>\n",
       "      <td>Northwestern Polytechnical University</td>\n",
       "      <td>陕西</td>\n",
       "      <td>理工</td>\n",
       "      <td>430.5</td>\n",
       "      <td>32.4</td>\n",
       "      <td>25.6</td>\n",
       "      <td>11.6</td>\n",
       "      <td>47.0</td>\n",
       "      <td>199.5</td>\n",
       "      <td>43.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>12.9</td>\n",
       "      <td>21.2</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>1.0</td>\n",
       "      <td>电子科技大学</td>\n",
       "      <td>University of Electronic Science and Technolog...</td>\n",
       "      <td>四川</td>\n",
       "      <td>理工</td>\n",
       "      <td>398.8</td>\n",
       "      <td>32.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>7.4</td>\n",
       "      <td>40.8</td>\n",
       "      <td>196.0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>26.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>1.0</td>\n",
       "      <td>东北大学</td>\n",
       "      <td>Northeastern University</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>理工</td>\n",
       "      <td>356.1</td>\n",
       "      <td>32.2</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>38.1</td>\n",
       "      <td>172.8</td>\n",
       "      <td>32.3</td>\n",
       "      <td>11.5</td>\n",
       "      <td>10.1</td>\n",
       "      <td>14.9</td>\n",
       "      <td>12.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>3.0</td>\n",
       "      <td>西安电子科技大学</td>\n",
       "      <td>Xidian University</td>\n",
       "      <td>陕西</td>\n",
       "      <td>理工</td>\n",
       "      <td>355.1</td>\n",
       "      <td>30.2</td>\n",
       "      <td>19.4</td>\n",
       "      <td>5.2</td>\n",
       "      <td>37.6</td>\n",
       "      <td>178.9</td>\n",
       "      <td>27.5</td>\n",
       "      <td>19.4</td>\n",
       "      <td>6.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>兰州大学</td>\n",
       "      <td>Lanzhou University</td>\n",
       "      <td>甘肃</td>\n",
       "      <td>综合</td>\n",
       "      <td>353.4</td>\n",
       "      <td>30.6</td>\n",
       "      <td>27.8</td>\n",
       "      <td>5.7</td>\n",
       "      <td>37.5</td>\n",
       "      <td>168.2</td>\n",
       "      <td>33.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>12.4</td>\n",
       "      <td>18.9</td>\n",
       "      <td>15.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>3.0</td>\n",
       "      <td>北京交通大学</td>\n",
       "      <td>Beijing jiaotong University</td>\n",
       "      <td>北京</td>\n",
       "      <td>理工</td>\n",
       "      <td>349.9</td>\n",
       "      <td>32.0</td>\n",
       "      <td>26.3</td>\n",
       "      <td>6.2</td>\n",
       "      <td>39.7</td>\n",
       "      <td>170.7</td>\n",
       "      <td>26.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>16.2</td>\n",
       "      <td>13.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>5.0</td>\n",
       "      <td>南方科技大学</td>\n",
       "      <td>Southern University of Science and Technology</td>\n",
       "      <td>广东</td>\n",
       "      <td>综合</td>\n",
       "      <td>345.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>9.5</td>\n",
       "      <td>19.5</td>\n",
       "      <td>46.7</td>\n",
       "      <td>127.9</td>\n",
       "      <td>36.1</td>\n",
       "      <td>5.2</td>\n",
       "      <td>44.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>2.0</td>\n",
       "      <td>上海大学</td>\n",
       "      <td>Shanghai University</td>\n",
       "      <td>上海</td>\n",
       "      <td>综合</td>\n",
       "      <td>333.0</td>\n",
       "      <td>31.7</td>\n",
       "      <td>26.6</td>\n",
       "      <td>6.5</td>\n",
       "      <td>37.9</td>\n",
       "      <td>147.7</td>\n",
       "      <td>27.6</td>\n",
       "      <td>7.9</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.1</td>\n",
       "      <td>19.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>3.0</td>\n",
       "      <td>南京师范大学</td>\n",
       "      <td>Nanjing Normal University</td>\n",
       "      <td>江苏</td>\n",
       "      <td>师范</td>\n",
       "      <td>321.3</td>\n",
       "      <td>29.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>38.6</td>\n",
       "      <td>158.4</td>\n",
       "      <td>23.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>10.9</td>\n",
       "      <td>12.9</td>\n",
       "      <td>15.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>6.0</td>\n",
       "      <td>中国地质大学（武汉）</td>\n",
       "      <td>China University of Geosciences (Wuhan)</td>\n",
       "      <td>湖北</td>\n",
       "      <td>理工</td>\n",
       "      <td>320.2</td>\n",
       "      <td>29.9</td>\n",
       "      <td>23.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>146.6</td>\n",
       "      <td>25.6</td>\n",
       "      <td>13.9</td>\n",
       "      <td>10.9</td>\n",
       "      <td>8.5</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>7.0</td>\n",
       "      <td>东北师范大学</td>\n",
       "      <td>Northeast Normal University</td>\n",
       "      <td>吉林</td>\n",
       "      <td>师范</td>\n",
       "      <td>319.7</td>\n",
       "      <td>33.1</td>\n",
       "      <td>25.2</td>\n",
       "      <td>4.3</td>\n",
       "      <td>38.2</td>\n",
       "      <td>155.9</td>\n",
       "      <td>28.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.9</td>\n",
       "      <td>13.2</td>\n",
       "      <td>11.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    排名  升/降        学校名称                                               英文名称  \\\n",
       "9   10  1.0      西安交通大学                          Xi'an Jiaotong University   \n",
       "10  11  1.0     哈尔滨工业大学                     Harbin Institute of Technology   \n",
       "12  13  1.0      北京师范大学                          Beijing Normal University   \n",
       "13  14  2.0        四川大学                                 Sichuan University   \n",
       "18  19  1.0      北京理工大学                    Beijing Institute of Technology   \n",
       "20  21  1.0        山东大学                                Shandong University   \n",
       "22  23  3.0        中南大学                           Central South University   \n",
       "24  25  3.0      西北工业大学              Northwestern Polytechnical University   \n",
       "30  31  1.0      电子科技大学  University of Electronic Science and Technolog...   \n",
       "35  36  1.0        东北大学                            Northeastern University   \n",
       "37  38  3.0    西安电子科技大学                                  Xidian University   \n",
       "38  39  1.0        兰州大学                                 Lanzhou University   \n",
       "39  40  3.0      北京交通大学                        Beijing jiaotong University   \n",
       "40  41  5.0      南方科技大学      Southern University of Science and Technology   \n",
       "42  43  2.0        上海大学                                Shanghai University   \n",
       "46  47  3.0      南京师范大学                          Nanjing Normal University   \n",
       "47  48  6.0  中国地质大学（武汉）            China University of Geosciences (Wuhan)   \n",
       "48  49  7.0      东北师范大学                        Northeast Normal University   \n",
       "\n",
       "     省市  类型     总分  办学层次  学科水平  办学资源  师资规模与结构   人才培养  科学研究  服务社会  学术人才  \\\n",
       "9    陕西  综合  537.9  34.5  40.3  11.2     44.1  243.7  56.9  10.0  26.2   \n",
       "10  黑龙江  理工  522.6  32.7  37.7   5.8     47.0  228.7  51.9  33.5  23.7   \n",
       "12   北京  师范  518.3  34.8  42.3  13.4     47.6  215.1  47.4  16.1  33.2   \n",
       "13   四川  综合  516.6  30.7  46.0   9.2     43.0  217.0  64.7  19.7  28.0   \n",
       "18   北京  理工  474.0  32.3  30.6  11.3     43.8  206.4  37.9  28.0  19.2   \n",
       "20   山东  综合  447.0  28.8  39.5   9.6     44.5  205.9  50.6   4.3  20.5   \n",
       "22   湖南  综合  442.2  30.8  37.9   7.3     42.3  186.9  55.5  16.7  16.3   \n",
       "24   陕西  理工  430.5  32.4  25.6  11.6     47.0  199.5  43.2  14.6  12.9   \n",
       "30   四川  理工  398.8  32.4  24.2   7.4     40.8  196.0  29.7   4.4  17.0   \n",
       "35   辽宁  理工  356.1  32.2  26.0   5.8     38.1  172.8  32.3  11.5  10.1   \n",
       "37   陕西  理工  355.1  30.2  19.4   5.2     37.6  178.9  27.5  19.4   6.8   \n",
       "38   甘肃  综合  353.4  30.6  27.8   5.7     37.5  168.2  33.8   3.1  12.4   \n",
       "39   北京  理工  349.9  32.0  26.3   6.2     39.7  170.7  26.3  10.0   8.6   \n",
       "40   广东  综合  345.8  28.9   9.5  19.5     46.7  127.9  36.1   5.2  44.8   \n",
       "42   上海  综合  333.0  31.7  26.6   6.5     37.9  147.7  27.6   7.9  12.5   \n",
       "46   江苏  师范  321.3  29.5  26.0   3.9     38.6  158.4  23.7   2.3  10.9   \n",
       "47   湖北  理工  320.2  29.9  23.7   5.0     39.5  146.6  25.6  13.9  10.9   \n",
       "48   吉林  师范  319.7  33.1  25.2   4.3     38.2  155.9  28.4   0.8   8.9   \n",
       "\n",
       "    重大项目与成果  国际竞争力  \n",
       "9      46.5   24.6  \n",
       "10     35.8   25.8  \n",
       "12     39.0   29.4  \n",
       "13     35.4   23.1  \n",
       "18     40.5   24.0  \n",
       "20     21.7   21.6  \n",
       "22     24.6   24.0  \n",
       "24     21.2   22.5  \n",
       "30     20.5   26.5  \n",
       "35     14.9   12.3  \n",
       "37     17.0   13.0  \n",
       "38     18.9   15.3  \n",
       "39     16.2   13.8  \n",
       "40      8.5   18.6  \n",
       "42     15.1   19.5  \n",
       "46     12.9   15.1  \n",
       "47      8.5   16.8  \n",
       "48     13.2   11.7  "
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[(df['排名']<50) & (df['升/降']>0),:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各省市大学数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "省市\n",
       "宁夏      2\n",
       "西藏      2\n",
       "青海      2\n",
       "海南      4\n",
       "重庆     11\n",
       "天津     11\n",
       "新疆     11\n",
       "内蒙古    12\n",
       "甘肃     12\n",
       "贵州     13\n",
       "广西     15\n",
       "云南     16\n",
       "福建     17\n",
       "山西     17\n",
       "上海     18\n",
       "吉林     18\n",
       "黑龙江    19\n",
       "江西     22\n",
       "安徽     24\n",
       "浙江     25\n",
       "湖北     25\n",
       "湖南     25\n",
       "广东     25\n",
       "四川     26\n",
       "陕西     26\n",
       "辽宁     27\n",
       "北京     27\n",
       "河北     28\n",
       "河南     31\n",
       "山东     33\n",
       "江苏     38\n",
       "Name: 排名, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 统计各省市大学数量\n",
    "g = df.groupby('省市')    \n",
    "df0 = g.count()['排名']  #统计数量\n",
    "df_number = df0.copy()\n",
    "df_number.sort_values(ascending=True, inplace=True)\n",
    "df_number"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各省市大学数量地图分布 \n",
    "[参考](https://www.freesion.com/article/7430533154/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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     "execution_count": 60,
     "metadata": {},
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   ],
   "source": [
    "#各省市大学数量地图分布 \n",
    "cityname = df0.index.tolist() #收集省市名\n",
    "number = df0.values.tolist() #各省市大学数量\n",
    "map = (\n",
    "        Map()\n",
    "        .add('', [list(i) for i in zip(cityname, number)], 'china')\n",
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    "            visualmap_opts=opts.VisualMapOpts(max_=40, split_number=8, is_piecewise=True), #根据最大数量的省市（江苏：38）设置最大值，并设置一个合适的间隔数\n",
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    "map.render_notebook()"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各省市大学平均分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "省市\n",
       "上海     286.6\n",
       "云南     115.9\n",
       "内蒙古    115.3\n",
       "北京     333.6\n",
       "吉林     155.0\n",
       "四川     159.2\n",
       "天津     214.8\n",
       "宁夏     137.7\n",
       "安徽     152.8\n",
       "山东     158.0\n",
       "山西     108.4\n",
       "广东     190.7\n",
       "广西     115.6\n",
       "新疆     111.4\n",
       "江苏     215.2\n",
       "江西     127.2\n",
       "河北     118.2\n",
       "河南     128.0\n",
       "浙江     184.4\n",
       "海南     127.1\n",
       "湖北     206.6\n",
       "湖南     153.8\n",
       "甘肃     139.5\n",
       "福建     159.4\n",
       "西藏     135.4\n",
       "贵州     108.9\n",
       "辽宁     163.2\n",
       "重庆     173.5\n",
       "陕西     191.4\n",
       "青海     155.8\n",
       "黑龙江    161.2\n",
       "Name: 总分, dtype: float64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 统计各省市平均分\n",
    "df1 = g.mean()['总分']  #统计平均分\n",
    "df1 = df1.round(1)      #保留一位小数\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>数量</th>\n",
       "      <th>平均分</th>\n",
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       "    <tr>\n",
       "      <th>省市</th>\n",
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       "      <td>27</td>\n",
       "      <td>333.6</td>\n",
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       "    <tr>\n",
       "      <th>上海</th>\n",
       "      <td>18</td>\n",
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       "    <tr>\n",
       "      <th>江苏</th>\n",
       "      <td>38</td>\n",
       "      <td>215.2</td>\n",
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       "      <td>214.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖北</th>\n",
       "      <td>25</td>\n",
       "      <td>206.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>陕西</th>\n",
       "      <td>26</td>\n",
       "      <td>191.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东</th>\n",
       "      <td>25</td>\n",
       "      <td>190.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江</th>\n",
       "      <td>25</td>\n",
       "      <td>184.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>重庆</th>\n",
       "      <td>11</td>\n",
       "      <td>173.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>辽宁</th>\n",
       "      <td>27</td>\n",
       "      <td>163.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>黑龙江</th>\n",
       "      <td>19</td>\n",
       "      <td>161.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福建</th>\n",
       "      <td>17</td>\n",
       "      <td>159.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四川</th>\n",
       "      <td>26</td>\n",
       "      <td>159.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山东</th>\n",
       "      <td>33</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海</th>\n",
       "      <td>2</td>\n",
       "      <td>155.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林</th>\n",
       "      <td>18</td>\n",
       "      <td>155.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖南</th>\n",
       "      <td>25</td>\n",
       "      <td>153.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安徽</th>\n",
       "      <td>24</td>\n",
       "      <td>152.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甘肃</th>\n",
       "      <td>12</td>\n",
       "      <td>139.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏</th>\n",
       "      <td>2</td>\n",
       "      <td>137.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏</th>\n",
       "      <td>2</td>\n",
       "      <td>135.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河南</th>\n",
       "      <td>31</td>\n",
       "      <td>128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西</th>\n",
       "      <td>22</td>\n",
       "      <td>127.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>海南</th>\n",
       "      <td>4</td>\n",
       "      <td>127.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北</th>\n",
       "      <td>28</td>\n",
       "      <td>118.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云南</th>\n",
       "      <td>16</td>\n",
       "      <td>115.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广西</th>\n",
       "      <td>15</td>\n",
       "      <td>115.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>内蒙古</th>\n",
       "      <td>12</td>\n",
       "      <td>115.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆</th>\n",
       "      <td>11</td>\n",
       "      <td>111.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贵州</th>\n",
       "      <td>13</td>\n",
       "      <td>108.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山西</th>\n",
       "      <td>17</td>\n",
       "      <td>108.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     数量    平均分\n",
       "省市            \n",
       "北京   27  333.6\n",
       "上海   18  286.6\n",
       "江苏   38  215.2\n",
       "天津   11  214.8\n",
       "湖北   25  206.6\n",
       "陕西   26  191.4\n",
       "广东   25  190.7\n",
       "浙江   25  184.4\n",
       "重庆   11  173.5\n",
       "辽宁   27  163.2\n",
       "黑龙江  19  161.2\n",
       "福建   17  159.4\n",
       "四川   26  159.2\n",
       "山东   33  158.0\n",
       "青海    2  155.8\n",
       "吉林   18  155.0\n",
       "湖南   25  153.8\n",
       "安徽   24  152.8\n",
       "甘肃   12  139.5\n",
       "宁夏    2  137.7\n",
       "西藏    2  135.4\n",
       "河南   31  128.0\n",
       "江西   22  127.2\n",
       "海南    4  127.1\n",
       "河北   28  118.2\n",
       "云南   16  115.9\n",
       "广西   15  115.6\n",
       "内蒙古  12  115.3\n",
       "新疆   11  111.4\n",
       "贵州   13  108.9\n",
       "山西   17  108.4"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = pd.concat([df0, df1], join='outer', axis=1)   #合并数量与平均分\n",
    "df3.columns = ['数量', '平均分']                    #添加列名\n",
    "df3.sort_values(by=['平均分'], ascending=False, inplace=True)  #按平均分倒叙排序\n",
    "df3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各省市大学平均分柱状图"
   ]
  },
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       "<pyecharts.render.display.HTML at 0x2bfb98ab700>"
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     },
     "execution_count": 148,
     "metadata": {},
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   ],
   "source": [
    "省市=df3.index.tolist()\n",
    "平均分=df3['平均分'].values.tolist()\n",
    "bar = (\n",
    "    Bar()\n",
    "    .add_xaxis(省市)\n",
    "    .add_yaxis(\"平均分\", 平均分)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"各省市大学平均分\"),\n",
    "        yaxis_opts=opts.AxisOpts(name=\"省\"),\n",
    "        xaxis_opts=opts.AxisOpts(name=\"分\"),)\n",
    "    .reversal_axis()\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(position=\"right\")))\n",
    "    \n",
    "bar.render_notebook()"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各省市大学数量和平均分\n",
    "[参考](https://cloud.tencent.com/developer/article/1814791)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['北京', '上海', '江苏', '天津', '湖北', '陕西', '广东', '浙江', '重庆', '辽宁', '黑龙江', '福建', '四川', '山东', '青海', '吉林', '湖南', '安徽', '甘肃', '宁夏', '西藏', '河南', '江西', '海南', '河北', '云南', '广西', '内蒙古', '新疆', '贵州', '山西']\n",
      "[27, 18, 38, 11, 25, 26, 25, 25, 11, 27, 19, 17, 26, 33, 2, 18, 25, 24, 12, 2, 2, 31, 22, 4, 28, 16, 15, 12, 11, 13, 17]\n",
      "[333.6, 286.6, 215.2, 214.8, 206.6, 191.4, 190.7, 184.4, 173.5, 163.2, 161.2, 159.4, 159.2, 158.0, 155.8, 155.0, 153.8, 152.8, 139.5, 137.7, 135.4, 128.0, 127.2, 127.1, 118.2, 115.9, 115.6, 115.3, 111.4, 108.9, 108.4]\n"
     ]
    }
   ],
   "source": [
    "# 先提取各省市名称，大学数量和平均分list\n",
    "a = df3.index.tolist()\n",
    "b = df3['数量'].values.tolist()\n",
    "c = df3['平均分'].values.tolist()\n",
    "print(a)\n",
    "print(b)\n",
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
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   "outputs": [
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       "    \"title\": [\n",
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       "                chart_5680559936e54bcea469dc3cd5ad298e.setOption(option_5680559936e54bcea469dc3cd5ad298e);\n",
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       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2bfb98b1e80>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 各省市大学数量和平均分柱状图\n",
    "bar = (\n",
    "    Bar()\n",
    "    .add_xaxis(a)\n",
    "    .add_yaxis('数量', b )\n",
    "    .add_yaxis('平均分', c)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='中国各省市大学数量与平均分'),\n",
    "        yaxis_opts=opts.AxisOpts(name='数量'),\n",
    "        xaxis_opts=opts.AxisOpts(name='省份'),\n",
    "    )\n",
    ")\n",
    "bar.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## flask搭建框架"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['综合', '理工', '师范', '农业', '林业']"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#院校类型\n",
    "类型名称 = list(df.类型.dropna().unique())\n",
    "类型名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>学校名称</th>\n",
       "      <th>平均分</th>\n",
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       "      <th>省市</th>\n",
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       "      <th>北京</th>\n",
       "      <td>17</td>\n",
       "      <td>281.200000</td>\n",
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       "    <tr>\n",
       "      <th>上海</th>\n",
       "      <td>10</td>\n",
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       "      <th>安徽</th>\n",
       "      <td>8</td>\n",
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       "      <td>1</td>\n",
       "      <td>206.700000</td>\n",
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       "    <tr>\n",
       "      <th>广东</th>\n",
       "      <td>5</td>\n",
       "      <td>205.520000</td>\n",
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       "      <th>江苏</th>\n",
       "      <td>17</td>\n",
       "      <td>204.211765</td>\n",
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       "    <tr>\n",
       "      <th>陕西</th>\n",
       "      <td>13</td>\n",
       "      <td>203.969231</td>\n",
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       "      <th>四川</th>\n",
       "      <td>9</td>\n",
       "      <td>193.600000</td>\n",
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       "      <th>湖北</th>\n",
       "      <td>10</td>\n",
       "      <td>185.470000</td>\n",
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       "      <td>17</td>\n",
       "      <td>171.029412</td>\n",
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       "      <th>山东</th>\n",
       "      <td>8</td>\n",
       "      <td>165.150000</td>\n",
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       "      <th>福建</th>\n",
       "      <td>4</td>\n",
       "      <td>164.000000</td>\n",
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       "      <th>重庆</th>\n",
       "      <td>4</td>\n",
       "      <td>161.675000</td>\n",
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       "    <tr>\n",
       "      <th>浙江</th>\n",
       "      <td>11</td>\n",
       "      <td>161.490909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甘肃</th>\n",
       "      <td>3</td>\n",
       "      <td>139.733333</td>\n",
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       "    <tr>\n",
       "      <th>吉林</th>\n",
       "      <td>6</td>\n",
       "      <td>135.016667</td>\n",
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       "    <tr>\n",
       "      <th>内蒙古</th>\n",
       "      <td>1</td>\n",
       "      <td>133.600000</td>\n",
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       "    <tr>\n",
       "      <th>江西</th>\n",
       "      <td>8</td>\n",
       "      <td>131.200000</td>\n",
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       "      <th>河北</th>\n",
       "      <td>12</td>\n",
       "      <td>122.825000</td>\n",
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       "    <tr>\n",
       "      <th>广西</th>\n",
       "      <td>4</td>\n",
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       "      <th>湖南</th>\n",
       "      <td>8</td>\n",
       "      <td>117.437500</td>\n",
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       "      <td>13</td>\n",
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      "text/plain": [
       "     学校名称         平均分\n",
       "省市                   \n",
       "北京     17  281.200000\n",
       "上海     10  222.460000\n",
       "安徽      8  211.612500\n",
       "天津      7  208.471429\n",
       "黑龙江     7  206.742857\n",
       "云南      1  206.700000\n",
       "广东      5  205.520000\n",
       "江苏     17  204.211765\n",
       "陕西     13  203.969231\n",
       "四川      9  193.600000\n",
       "湖北     10  185.470000\n",
       "辽宁     17  171.029412\n",
       "山东      8  165.150000\n",
       "福建      4  164.000000\n",
       "重庆      4  161.675000\n",
       "浙江     11  161.490909\n",
       "甘肃      3  139.733333\n",
       "吉林      6  135.016667\n",
       "内蒙古     1  133.600000\n",
       "江西      8  131.200000\n",
       "河北     12  122.825000\n",
       "广西      4  120.825000\n",
       "山西      6  117.683333\n",
       "湖南      8  117.437500\n",
       "河南     13  113.300000\n",
       "贵州      1  111.000000\n",
       "新疆      1   75.500000"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def i(the_type):\n",
    "    dfs = df.query(\"类型=='{}'\".format(the_type))\n",
    "    df_summary = dfs.groupby(\"省市\").agg({\"学校名称\":\"count\",\"总分\":\"mean\"}).sort_values(by = \"总分\",ascending = False )\n",
    "    df_summary.columns=['学校名称','平均分']\n",
    "    return df_summary \n",
    "i('理工')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
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       "config": {
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          "黑龙江",
          "山东",
          "河北",
          "四川",
          "河南",
          "河北",
          "浙江",
          "吉林",
          "辽宁",
          "吉林",
          "河北",
          "河北",
          "河北",
          "河北",
          "河北",
          "四川",
          "湖南",
          "湖北",
          "河南",
          "浙江",
          "河南",
          "辽宁",
          "辽宁",
          "湖南",
          "甘肃",
          "山东",
          "陕西",
          "安徽",
          "湖南",
          "河南",
          "广东",
          "河南",
          "江西",
          "湖北",
          "河南",
          "广西",
          "湖南",
          "河南",
          "河南",
          "新疆",
          "山西",
          "河北",
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          418.2,
          398.8,
          379.4,
          358.6,
          356.1,
          356,
          355.1,
          349.9,
          324.5,
          320.2,
          319,
          318,
          312.5,
          312.2,
          307.3,
          306,
          303.4,
          301.6,
          296.7,
          295.5,
          287.4,
          285.5,
          275.6,
          267.7,
          263.2,
          262.8,
          262.7,
          259.5,
          250.2,
          240.9,
          240.7,
          235.7,
          235.7,
          229.6,
          228.4,
          226.9,
          226.6,
          223.8,
          221.8,
          219.8,
          215.5,
          213.2,
          210.8,
          209.5,
          206.7,
          206,
          201,
          198.6,
          196.3,
          194.6,
          193.7,
          192.6,
          188.6,
          187.4,
          186.8,
          185.7,
          183.8,
          178.6,
          177.7,
          175,
          174.6,
          174.2,
          173.7,
          172.7,
          172.1,
          171.7,
          170.4,
          170.3,
          169.5,
          169.1,
          168.1,
          168.1,
          167,
          165.9,
          165.5,
          163.5,
          163.4,
          162.5,
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          161.1,
          160.5,
          159.6,
          159.4,
          159.2,
          158.9,
          158.7,
          158.6,
          157.9,
          156.4,
          155.9,
          154.1,
          153.3,
          153.3,
          151.6,
          151.2,
          150.8,
          150,
          149.9,
          149.9,
          149.2,
          149,
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          145.9,
          145.1,
          144.6,
          143.6,
          143.5,
          143.2,
          142.9,
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          141.6,
          141.3,
          140.2,
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          138,
          137,
          137,
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          135,
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          130.6,
          130.6,
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          123,
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          114,
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          109.4,
          108.4,
          107.6,
          107.1,
          106.7,
          106.6,
          104.7,
          104.4,
          102.7,
          102.2,
          101.2,
          100,
          99.5,
          98.2,
          98,
          97.3,
          97.2,
          96.5,
          95.1,
          94.1,
          93.5,
          93.5,
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          91.1,
          90.6,
          89.8,
          89.4,
          88.3,
          87.7,
          87.4,
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          84.6,
          83.4,
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          83.2,
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          80.6,
          80.5,
          78.1,
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          68.2,
          64.2,
          61.9,
          58.2
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   "source": [
    "#可视化\n",
    "def i(the_type):\n",
    "    dfs = df.query(\"类型=='{}'\".format(the_type))\n",
    "    df_summary = dfs.groupby(\"省市\").agg({\"学校名称\":\"count\",\"总分\":\"mean\"}).sort_values(by = \"总分\",ascending = False )\n",
    "    df_summary.columns=['学校名称','平均分']\n",
    "    fig = dfs.iplot(kind=\"bar\", x=\"省市\", y=\"总分\", asFigure=True)\n",
    "    return fig\n",
    "i('理工') "
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